使用群明智方法的迭代MIMO检测器

J. Koshy, J. Liberti, T.R. Hoerning
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引用次数: 4

摘要

对于多输入多输出(MIMO)系统,使用迭代检测的空时位交错编码调制(ST-BICM)已被认为是实现近容量性能的一种方法。然而,传统ST-BICM接收机所需的后验概率检测器由于其速率的指数复杂度而不适合高速率MIMO的实际实现。这激发了单流检测器的开发,该检测器具有多项式复杂度,并且能够在接近理想的条件下提供与传统检测器相当的性能。然而,在实际操作场景下,可能存在低秩信道条件和/或使用比传输流更少的接收天线,单流检测器和传统检测器之间的性能差距会扩大。为了实现高速率近容量MIMO的实际实现,我们提出了一种基于组智能方法的新型检测器,该检测器可以灵活配置,在广泛的实际操作条件下提供性能和复杂性的最佳组合。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Iterative MIMO detector using a group-wise approach
For multiple-input multiple-output (MIMO) systems, space-time bit-interleaved coded modulation (ST-BICM) using iterative detection has been recognized as a method for achieving near-capacity performance. However, the a posteriori probability detector required for the conventional ST-BICM receiver is not amenable to practical implementation for high-rate MIMO due to its exponential complexity in rate. This motivated the development of a single-stream detector exhibiting polynomial complexity and capable of delivering performance comparable to the conventional detector under near-ideal conditions. However, under realistic operating scenarios, with possibly low-rank channel conditions and/or employing fewer receive antennas than transmitted streams, the performance gap between the single-stream detector and the conventional detector widens. With a view to enabling practical implementations of high-rate near-capacity MIMO, we propose a novel detector based on a group-wise approach that can be flexibly configured to deliver the best possible combination of performance and complexity over a wide range of realistic operating conditions.
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